Pattern Recurrence Intelligence — Statistical Beta

Quantitative
Geopolitical
Intelligence

QGI surfaces economically-grounded risk candidates that analysts should examine. We find historical precedents in World Bank data spanning 214 countries and 58 indicators.

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ARArgentina
HIGH
Fiscal policy change
187 precedent windows

14 precedent windows, 11 preceded fiscal_policy_change in analogous economies

RURussia
HIGH
Civil war & insurgency
142 precedent windows

Cross-regional pattern convergence from 8 predictor countries

ETEthiopia
MODERATE
Government formation
98 precedent windows

Structural indicators mirror pre-transition trajectories in 5 economies

How It Works

01

Detect Indicator Relationships

We find statistically significant correlations between economic indicators across 214 countries spanning decades of World Bank data.

02

Match Historical Precedents

When Country A's trajectory today mirrors Country B's trajectory before a known geopolitical event, we surface that precedent.

03

Score & Rank Risk Candidates

Z-score normalization and rank fusion ensemble produce country-level risk tiers. Analysts examine the evidence, not a black-box score.

214
Countries Analyzed
58
Economic Indicators
2.01B
Patterns Computed
2.2x
Lift@50 vs Baseline

Start exploring geopolitical risk

Browse country intelligence profiles built on decades of economic data and historically verified precedents.

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